Astronomical Python: An introduction to modern scientific programming

Over the past two decades, Python has become the de facto standard language of data science both in industry and astronomy (with the exception of simulations and other extreme scale computing problems). This course text is a full introduction to programming in Python with an explicit focus on astrophysical applications. The book covers the fundamentals of Python, including the native data types and operations, and how the language, interpreter, and operating system work together. Leaning heavily on standard packages used in astronomy, the book covers the installation and basic structure of the language and libraries; script writing, conditional statements, loops, and other code structures that allow for complex outcome management; the creation and use of functions and classes within Python; the creation of packages and the methods for re-using, importing, and otherwise standardizing code; and plotting. Finally, the book contains several higher level chapters that carry students from the beginner stage of programming into the intermediate.

Key Features

  • Provides a comprehensive but accessible introduction to astronomy with Python for beginner undergraduate students
  • Includes modern, worked out examples using real astronomical data
  • Includes interactivity, including with various coding examples
1145637802
Astronomical Python: An introduction to modern scientific programming

Over the past two decades, Python has become the de facto standard language of data science both in industry and astronomy (with the exception of simulations and other extreme scale computing problems). This course text is a full introduction to programming in Python with an explicit focus on astrophysical applications. The book covers the fundamentals of Python, including the native data types and operations, and how the language, interpreter, and operating system work together. Leaning heavily on standard packages used in astronomy, the book covers the installation and basic structure of the language and libraries; script writing, conditional statements, loops, and other code structures that allow for complex outcome management; the creation and use of functions and classes within Python; the creation of packages and the methods for re-using, importing, and otherwise standardizing code; and plotting. Finally, the book contains several higher level chapters that carry students from the beginner stage of programming into the intermediate.

Key Features

  • Provides a comprehensive but accessible introduction to astronomy with Python for beginner undergraduate students
  • Includes modern, worked out examples using real astronomical data
  • Includes interactivity, including with various coding examples
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Astronomical Python: An introduction to modern scientific programming

Astronomical Python: An introduction to modern scientific programming

by Imad Pasha
Astronomical Python: An introduction to modern scientific programming
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Astronomical Python: An introduction to modern scientific programming

Astronomical Python: An introduction to modern scientific programming

by Imad Pasha

Overview

Over the past two decades, Python has become the de facto standard language of data science both in industry and astronomy (with the exception of simulations and other extreme scale computing problems). This course text is a full introduction to programming in Python with an explicit focus on astrophysical applications. The book covers the fundamentals of Python, including the native data types and operations, and how the language, interpreter, and operating system work together. Leaning heavily on standard packages used in astronomy, the book covers the installation and basic structure of the language and libraries; script writing, conditional statements, loops, and other code structures that allow for complex outcome management; the creation and use of functions and classes within Python; the creation of packages and the methods for re-using, importing, and otherwise standardizing code; and plotting. Finally, the book contains several higher level chapters that carry students from the beginner stage of programming into the intermediate.

Key Features

  • Provides a comprehensive but accessible introduction to astronomy with Python for beginner undergraduate students
  • Includes modern, worked out examples using real astronomical data
  • Includes interactivity, including with various coding examples

Product Details

ISBN-13: 9780750351478
Publisher: Institute of Physics Publishing
Publication date: 05/17/2024
Series: AAS-IOP Astronomy
Sold by: Barnes & Noble
Format: eBook
Pages: 400
File size: 15 MB
Note: This product may take a few minutes to download.

About the Author

Imad Pasha is an NSF Graduate Research Fellow and PhD candidate at Yale University. Before Yale, he earned Bachelors degrees in Physics and Astrophysics from University of California, Berkeley, as well as a minor in Creative Writing. He worked as a reporter, senior editor, and photographer at The Daily Californian, the newspaper of record in Berkeley, CA. At Yale, his research has focused broadly on the processes driving galaxy evolution. He is interested in particular in how gas is accreted onto galaxies from the cosmic web, processed into stars, and (partially) expelled back out into the intergalactic medium, to be potentially later re-accreted.

Table of Contents

1 Introduction

Part I Unix and Basic Python

2 Essential Unix Skills

3 Installing Python and the Astronomy Stack

4 Introduction to Python

Part II Core Research Libraries

5 Visualization with Matplotlib

6 Numpy

7 SciPy

8 Astropy and Associated Packages

Part III Intermediate Applications and Patterns

9 Functions and Functional Programming

10 Classes and Object Oriented Programming

11 Data Science with Astronomical Catalogs

12 Vectorization and Runtime Improvements

13 Astronomical Inference

14 Software Development

15 Conclusions and Next Steps

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